---
title: "Discussion on \"My Data Was Lying to Me: A Case Study in Fixing a Scrambled CSV Nightmare\" | Hashnode"
description: "Discussion on \"My Data Was Lying to Me: A Case Study in Fixing a Scrambled CSV Nightmare\". Learn how to unravel a scrambled CSV nightmare through forensic analysis, turning data falsities into a successful analytical outcome"
url: "https://hashnode.com/posts/my-data-was-lying-to-me-a-case-study-in-fixing-a-scrambled-csv-nightmare/69166a9c70e03db69ba744f3"
---

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# [My Data Was Lying to Me: A Case Study in Fixing a Scrambled CSV Nightmare](https://nerdyalgorithm.hashnode.dev/my-data-was-lying-to-me-a-case-study-in-fixing-a-scrambled-csv-nightmare?utm_source=hashnode&utm_medium=feed)

Learn how to unravel a scrambled CSV nightmare through forensic analysis, turning data falsities into a successful analytical outcome

Nov 13, 2025 · 4 min read · nerdyalgorithm.hashnode.dev  
Updated Nov 15, 2025  
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## Written by

[Angelic Charles](https://hashnode.com/@ZQQ)

@ZQQ

  
[View profile](https://hashnode.com/@ZQQ)

Data Science • Machine Learning

Turning raw data into insights, models, and tools that feel human.

## Responses 1

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[Franklin C. Obika](https://hashnode.com/@franklin-obika)

[Nov 16, 2025](https://hashnode.com/posts/my-data-was-lying-to-me-a-case-study-in-fixing-a-scrambled-csv-nightmare/69166a9c70e03db69ba744f3/comment/6919cf2b5ed6df99e27f8361)

Great insights! Amazingly, we had the same thought of analysing Nigeria's crude export.

[Angelic Charles](https://hashnode.com/@ZQQ)

[Nov 16, 2025](https://hashnode.com/posts/my-data-was-lying-to-me-a-case-study-in-fixing-a-scrambled-csv-nightmare/69166a9c70e03db69ba744f3/comment/6919cf2b5ed6df99e27f8361#reply-691a37aaef62ff07d61dea7f)

oh? really? can't wait to see your paper!

[Franklin C. Obika](https://hashnode.com/@franklin-obika)

[Nov 16, 2025](https://hashnode.com/posts/my-data-was-lying-to-me-a-case-study-in-fixing-a-scrambled-csv-nightmare/69166a9c70e03db69ba744f3/comment/6919cf2b5ed6df99e27f8361#reply-691a51434063a9a1b15f7514)

Yeah. But I had to switch to cocoa since exportation was the only trade flow type for crude oil. Hopefully, I will be publishing my analysis soon.